{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liangcheng\\AppData\\Local\\Temp\\ipykernel_5636\\2979168129.py:38: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
      "  bond_yield_data[f'{bond_years}年'] = bond_yield_data[f'{bond_years}年'].fillna(method='ffill')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "十年国债价格涨幅: 26.16%\n",
      "十年国债年化涨幅: 17.80%\n",
      "定投收益涨幅: 8.75%\n",
      "定投年化涨幅: 6.09%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "\n",
    "# 定投金额（每周定投1000元）\n",
    "investment_per_week = 1000\n",
    "\n",
    "# 均线周期（默认为30）\n",
    "ma_period = 90\n",
    "\n",
    "# 国债年限（10年或30年）\n",
    "bond_years = 30  # 可以调整为10或30\n",
    "\n",
    "# 获取当前日期往前推一年的日期范围\n",
    "end_date = datetime.datetime.now()\n",
    "start_date_str = '20250101'\n",
    "end_date_str = end_date.strftime('%Y%m%d')\n",
    "\n",
    "# 获取国债收益率数据\n",
    "yield_data_ary = [\n",
    "#     ak.bond_china_yield(start_date='20190101', end_date='20191231'),\n",
    "#     ak.bond_china_yield(start_date='20200101', end_date='20201231'),\n",
    "#     ak.bond_china_yield(start_date='20210101', end_date='20211231'),\n",
    "#     ak.bond_china_yield(start_date='20220101', end_date='20221231'),\n",
    "#     ak.bond_china_yield(start_date='20230101', end_date='20231231'),\n",
    "    ak.bond_china_yield(start_date='20240101', end_date='20241231'),\n",
    "    ak.bond_china_yield(start_date=start_date_str, end_date=end_date_str)\n",
    "]\n",
    "bond_yield_data = pd.concat(yield_data_ary, ignore_index=True)\n",
    "\n",
    "# 只保留 '中债国债收益率曲线' 的数据\n",
    "bond_yield_data = bond_yield_data.loc[bond_yield_data['曲线名称'] == '中债国债收益率曲线', ['日期', f'{bond_years}年']]\n",
    "bond_yield_data[\"日期\"] = pd.to_datetime(bond_yield_data[\"日期\"])\n",
    "\n",
    "# 处理收益率数据，若收益率为NaN或缺失值，使用前一个有效值填充\n",
    "bond_yield_data[f'{bond_years}年'] = bond_yield_data[f'{bond_years}年'].fillna(method='ffill')\n",
    "\n",
    "# 计算每一时刻的国债价格，假设年利率为收益率（利息是年利率的百分之一），面值为100元\n",
    "face_value = 100\n",
    "coupon_rate = 0.01  # 每年支付的利息是面值的1%\n",
    "\n",
    "def bond_price(yield_rate, years):\n",
    "    \"\"\" 计算净现值 \"\"\"\n",
    "    annual_coupon = face_value * coupon_rate\n",
    "    npv = sum([annual_coupon / (1 + yield_rate) ** t for t in range(1, years + 1)]) + face_value / (1 + yield_rate) ** years\n",
    "    return npv\n",
    "\n",
    "# 计算国债价格\n",
    "bond_yield_data['价格'] = bond_yield_data[f'{bond_years}年'].apply(lambda x: bond_price(x / 100, bond_years))  # 将收益率转为小数进行计算\n",
    "\n",
    "# 计算移动平均线\n",
    "bond_yield_data['MA30'] = bond_yield_data['价格'].rolling(window=ma_period).mean()  # 使用可调节的ma_period\n",
    "\n",
    "# 定义定投曲线计算\n",
    "investment_costs = [0]  # 初始化第一个日期的定投成本为0\n",
    "investment_values = [0]  # 初始化第一个日期的定投成本加收益为0\n",
    "holdings = 0  # 持有份数\n",
    "total_invested = 0  # 总投资金额\n",
    "for i in range(1, len(bond_yield_data)):\n",
    "    current_price = bond_yield_data['价格'].iloc[i]\n",
    "    current_ma = bond_yield_data['MA30'].iloc[i]\n",
    "    \n",
    "    # 定投逻辑：若当前价格低于对应的MA均线则定投\n",
    "    if current_price < current_ma:\n",
    "        # 计算当天定投购买的份数\n",
    "        quantity = investment_per_week / current_price\n",
    "        holdings += quantity  # 增加购买的份数\n",
    "        total_invested += investment_per_week  # 增加定投金额\n",
    "    \n",
    "    # 更新定投成本和定投成本+收益\n",
    "    investment_costs.append(total_invested)\n",
    "    current_value = holdings * current_price  # 当前份数的市值\n",
    "    investment_values.append(current_value)\n",
    "\n",
    "# 计算价格涨幅\n",
    "initial_price = bond_yield_data['价格'].iloc[0]\n",
    "current_price = bond_yield_data['价格'].iloc[-1]\n",
    "price_growth = (current_price - initial_price) / initial_price * 100  # 涨幅（百分比）\n",
    "\n",
    "# 计算年华涨幅（年化增长率），使用复合年增长率（CAGR）公式\n",
    "total_years = (bond_yield_data['日期'].iloc[-1] - bond_yield_data['日期'].iloc[0]).days / 365.25\n",
    "cagr = (current_price / initial_price) ** (1 / total_years) - 1  # 复合年增长率\n",
    "\n",
    "# 计算定投收益涨幅\n",
    "investment_growth = (current_value - total_invested) / total_invested * 100  # 定投收益涨幅\n",
    "\n",
    "# 计算定投年化涨幅（年化增长率），使用复合年增长率（CAGR）公式\n",
    "investment_cagr = (current_value / total_invested) ** (1 / total_years) - 1  # 复合年增长率\n",
    "\n",
    "# 打印涨幅和年化涨幅\n",
    "print(f\"十年国债价格涨幅: {price_growth:.2f}%\")\n",
    "print(f\"十年国债年化涨幅: {cagr*100:.2f}%\")\n",
    "print(f\"定投收益涨幅: {investment_growth:.2f}%\")\n",
    "print(f\"定投年化涨幅: {investment_cagr*100:.2f}%\")\n",
    "\n",
    "# 绘制十年国债价格及其移动平均线\n",
    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "# 绘制价格和均线\n",
    "ax1.plot(bond_yield_data['日期'], bond_yield_data['价格'], label=\"十年国债价格\", color='blue')\n",
    "ax1.plot(bond_yield_data['日期'], bond_yield_data['MA30'], label=\"MA30\", color='orange', linestyle='--', alpha=0.5)\n",
    "\n",
    "ax1.set_xlabel('日期')\n",
    "ax1.set_ylabel('价格（元）')\n",
    "ax1.set_title(f'{bond_years}年国债价格及其MA30移动平均线')\n",
    "\n",
    "# 创建第二个y轴，用于绘制定投成本和定投成本+收益\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(bond_yield_data['日期'], investment_costs, label=\"定投成本 (MA30)\", color='red', linestyle='-', alpha=0.7)\n",
    "ax2.plot(bond_yield_data['日期'], investment_values, label=\"定投成本+收益 (MA30)\", color='orange', linestyle='-', alpha=1)\n",
    "\n",
    "# 设置右侧y轴的标签\n",
    "ax2.set_ylabel('金额（元）')\n",
    "\n",
    "# 绘制图例\n",
    "ax1.legend(loc='upper left')\n",
    "ax2.legend(loc='upper center')\n",
    "\n",
    "# 调整图表布局\n",
    "plt.xticks(rotation=-90)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
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